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Claude Opus 4.8 vs GPT 5.4

At a glance
AnthropicClaude Opus 4.8

Anthropic's most capable Opus yet, built for long-horizon autonomous agents and frontier coding.

891M ctx$5.00/$25.00 per M#4/92
OpenAIGPT 5.4

OpenAI's latest frontier model, unifying the Codex and GPT lines into one system.

871.1M ctx$2.50/$15.00 per M#7/92
AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
AnthropicClaude Opus 4.8
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·Provider·OpenRouter· as of 2026-07-10
Smarter
Capability
CapabilityECI89.2
Reasoning & Knowledge
Graduate Science91.0%Expert-Level—Factual Recall39.5%
Math
Competition Math98.3%Research Math47.2%
Coding
Real-World Coding88.6%
Agentic
Novel Reasoning72.1%Task Horizon—
OpenAIGPT 5.4
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper
Capability
CapabilityECI87.4
Reasoning & Knowledge
Graduate Science93.3%Expert-Level36.2%Factual Recall44.8%
Math
Competition Math95.3%Research Math47.6%
Coding
Real-World Coding76.9%
Agentic
Novel Reasoning74.0%Task Horizon5.7h
Specs
AnthropicClaude Opus 4.8
1M
Context
128K
Max output
May 2026
Released
OpenAIGPT 5.4
1.1M
Context
128K
Max output
Mar 2026
Released
Capabilities
AnthropicClaude Opus 4.8
Vision
Audio
Reasoning
OpenAIGPT 5.4
Vision
Audio
Reasoning
Pricing
AnthropicClaude Opus 4.8
Live pricing, shown before you run
Input$5.00/M tokens
Output$25.00/M tokens
Cache read$0.50/M tokens
Cache write$6.25/M tokens
Web search$0.01/search
OpenAIGPT 5.4
Live pricing, shown before you run
Input$2.50/M tokens
Output$15.00/M tokens
Cache read$0.25/M tokens
Web search$0.01/search
Chat with Claude Opus 4.8Go to model
Chat with GPT 5.4Go to model
Frequently Asked Questions: Claude Opus 4.8 vs GPT 5.4▼

Which is better, Claude Opus 4.8 or GPT 5.4?

▼

Based on the Capability Index, Claude Opus 4.8 scores higher (89.2 vs 87.4). However, "better" depends on your use case — pricing, speed, context window, and specific capability needs all matter.

Which is cheaper, Claude Opus 4.8 or GPT 5.4?

▼

GPT 5.4 has a lower blended cost. Claude Opus 4.8: $5.00 input / $25.00 output. GPT 5.4: $2.50 input / $15.00 output.

Which has a larger context window, Claude Opus 4.8 or GPT 5.4?

▼

GPT 5.4 has a larger context window: Claude Opus 4.8 supports 1M tokens vs GPT 5.4 at 1.1M tokens.

Do both Claude Opus 4.8 and GPT 5.4 support vision?

▼

Yes, both Claude Opus 4.8 and GPT 5.4 support vision/image input.

Which has better coding performance, Claude Opus 4.8 or GPT 5.4?

▼

Claude Opus 4.8 scores higher on SWE-bench Verified: Claude Opus 4.8 resolves 89% vs GPT 5.4 at 77%.

What are the key differences between Claude Opus 4.8 and GPT 5.4?

▼

Claude Opus 4.8 and GPT 5.4 have similar overall capabilities. The main differences lie in pricing, context window size, and provider-specific strengths. Use this comparison page to review all metrics side by side.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Claude Opus 4.8 and GPT 5.4 for free on idapt.app to see which performs better for your specific needs.

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